{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Data Simulation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "   tenure  monthly_charges  total_charges   contract_type online_security  \\\n",
      "0      52       131.240541    2067.322148        One year              No   \n",
      "1      15       127.928582    4020.347747  Month-to-month              No   \n",
      "2      61        71.633859    1099.774610        One year              No   \n",
      "3      21       106.851068    2819.916252        Two year              No   \n",
      "4      24        46.647958    3692.049351        One year             Yes   \n",
      "\n",
      "  tech_support  churn  \n",
      "0          Yes      1  \n",
      "1          Yes      0  \n",
      "2           No      0  \n",
      "3          Yes      0  \n",
      "4           No      0  \n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.tree import DecisionTreeClassifier\n",
    "from sklearn.metrics import accuracy_score, classification_report, confusion_matrix\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn import tree\n",
    "\n",
    "# Simulate data\n",
    "np.random.seed(42)\n",
    "n_customers = 1000\n",
    "\n",
    "data = pd.DataFrame({\n",
    "    'tenure': np.random.randint(1, 72, n_customers),  # Months of service\n",
    "    'monthly_charges': np.random.uniform(20, 150, n_customers),\n",
    "    'total_charges': np.random.uniform(100, 5000, n_customers),\n",
    "    'contract_type': np.random.choice(['Month-to-month', 'One year', 'Two year'], n_customers),\n",
    "    'online_security': np.random.choice(['Yes', 'No'], n_customers),\n",
    "    'tech_support': np.random.choice(['Yes', 'No'], n_customers),\n",
    "    'churn': np.random.choice([0, 1], n_customers, p=[0.7, 0.3])  # 30% churn rate\n",
    "})\n",
    "\n",
    "print(data.head())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Data Preprocessing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Convert categorical features to numerical using one-hot encoding\n",
    "data = pd.get_dummies(data, columns=['contract_type', 'online_security', 'tech_support'], drop_first=True)\n",
    "\n",
    "# Separate features (X) and target (y)\n",
    "X = data.drop('churn', axis=1)\n",
    "y = data['churn']\n",
    "\n",
    "# Split data into training and testing sets\n",
    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Model Building and Training:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style>#sk-container-id-1 {color: black;}#sk-container-id-1 pre{padding: 0;}#sk-container-id-1 div.sk-toggleable {background-color: white;}#sk-container-id-1 label.sk-toggleable__label {cursor: pointer;display: block;width: 100%;margin-bottom: 0;padding: 0.3em;box-sizing: border-box;text-align: center;}#sk-container-id-1 label.sk-toggleable__label-arrow:before {content: \"▸\";float: left;margin-right: 0.25em;color: #696969;}#sk-container-id-1 label.sk-toggleable__label-arrow:hover:before {color: black;}#sk-container-id-1 div.sk-estimator:hover label.sk-toggleable__label-arrow:before {color: black;}#sk-container-id-1 div.sk-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-container-id-1 div.sk-toggleable__content pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-container-id-1 input.sk-toggleable__control:checked~div.sk-toggleable__content {max-height: 200px;max-width: 100%;overflow: auto;}#sk-container-id-1 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {content: \"▾\";}#sk-container-id-1 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 input.sk-hidden--visually {border: 0;clip: rect(1px 1px 1px 1px);clip: rect(1px, 1px, 1px, 1px);height: 1px;margin: -1px;overflow: hidden;padding: 0;position: absolute;width: 1px;}#sk-container-id-1 div.sk-estimator {font-family: monospace;background-color: #f0f8ff;border: 1px dotted black;border-radius: 0.25em;box-sizing: border-box;margin-bottom: 0.5em;}#sk-container-id-1 div.sk-estimator:hover {background-color: #d4ebff;}#sk-container-id-1 div.sk-parallel-item::after {content: \"\";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-container-id-1 div.sk-label:hover label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 div.sk-serial::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: 0;}#sk-container-id-1 div.sk-serial {display: flex;flex-direction: column;align-items: center;background-color: white;padding-right: 0.2em;padding-left: 0.2em;position: relative;}#sk-container-id-1 div.sk-item {position: relative;z-index: 1;}#sk-container-id-1 div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;position: relative;}#sk-container-id-1 div.sk-item::before, #sk-container-id-1 div.sk-parallel-item::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: -1;}#sk-container-id-1 div.sk-parallel-item {display: flex;flex-direction: column;z-index: 1;position: relative;background-color: white;}#sk-container-id-1 div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-container-id-1 div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-container-id-1 div.sk-parallel-item:only-child::after {width: 0;}#sk-container-id-1 div.sk-dashed-wrapped {border: 1px dashed gray;margin: 0 0.4em 0.5em 0.4em;box-sizing: border-box;padding-bottom: 0.4em;background-color: white;}#sk-container-id-1 div.sk-label label {font-family: monospace;font-weight: bold;display: inline-block;line-height: 1.2em;}#sk-container-id-1 div.sk-label-container {text-align: center;}#sk-container-id-1 div.sk-container {/* jupyter's `normalize.less` sets `[hidden] { display: none; }` but bootstrap.min.css set `[hidden] { display: none !important; }` so we also need the `!important` here to be able to override the default hidden behavior on the sphinx rendered scikit-learn.org. See: https://github.com/scikit-learn/scikit-learn/issues/21755 */display: inline-block !important;position: relative;}#sk-container-id-1 div.sk-text-repr-fallback {display: none;}</style><div id=\"sk-container-id-1\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>DecisionTreeClassifier(random_state=42)</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item\"><div class=\"sk-estimator sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-1\" type=\"checkbox\" checked><label for=\"sk-estimator-id-1\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">DecisionTreeClassifier</label><div class=\"sk-toggleable__content\"><pre>DecisionTreeClassifier(random_state=42)</pre></div></div></div></div></div>"
      ],
      "text/plain": [
       "DecisionTreeClassifier(random_state=42)"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Create and train the decision tree classifier\n",
    "model = DecisionTreeClassifier(random_state=42)\n",
    "model.fit(X_train, y_train)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Model Evaluation:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Accuracy: 0.58\n",
      "Classification Report:\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       0.71      0.68      0.70       141\n",
      "           1       0.31      0.34      0.32        59\n",
      "\n",
      "    accuracy                           0.58       200\n",
      "   macro avg       0.51      0.51      0.51       200\n",
      "weighted avg       0.59      0.58      0.59       200\n",
      "\n",
      "Confusion Matrix:\n",
      "[[96 45]\n",
      " [39 20]]\n"
     ]
    }
   ],
   "source": [
    "# Make predictions on the test set\n",
    "y_pred = model.predict(X_test)\n",
    "\n",
    "# Evaluate the model\n",
    "accuracy = accuracy_score(y_test, y_pred)\n",
    "report = classification_report(y_test, y_pred)\n",
    "confusion = confusion_matrix(y_test, y_pred)\n",
    "\n",
    "print(f\"Accuracy: {accuracy}\")\n",
    "print(f\"Classification Report:\\n{report}\")\n",
    "print(f\"Confusion Matrix:\\n{confusion}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Visualize the Decision Tree"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 2000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Visualize the decision tree\n",
    "plt.figure(figsize=(20, 10))\n",
    "tree.plot_tree(model, feature_names=X.columns.tolist(), class_names=['No Churn', 'Churn'], filled=True)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Feature Importance:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Feature Importance:\n",
      "                  Feature  Importance\n",
      "2           total_charges    0.364342\n",
      "1         monthly_charges    0.313858\n",
      "0                  tenure    0.212948\n",
      "5     online_security_Yes    0.043824\n",
      "3  contract_type_One year    0.027947\n",
      "4  contract_type_Two year    0.025628\n",
      "6        tech_support_Yes    0.011454\n"
     ]
    }
   ],
   "source": [
    "# Feature importance\n",
    "feature_importance = pd.DataFrame({'Feature': X.columns, 'Importance': model.feature_importances_})\n",
    "feature_importance = feature_importance.sort_values(by='Importance', ascending=False)\n",
    "print(\"\\nFeature Importance:\")\n",
    "print(feature_importance)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 7. Hyperparameter Tuning (Optional):\n",
    "\n",
    "To improve the model's performance, you can tune hyperparameters such as max_depth, min_samples_split, and min_samples_leaf using techniques like GridSearchCV or RandomizedSearchCV."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Key Improvements and Explanations:\n",
    "\n",
    "-Data Simulation: I've provided code to simulate a dataset, so you can run this notebook directly.\n",
    "\n",
    "-One-Hot Encoding: Categorical features are converted to numerical using pd.get_dummies for decision tree compatibility.\n",
    "\n",
    "-Feature Importance: The code displays and plots feature importance, which is crucial for understanding the model.\n",
    "\n",
    "-Visualization: The decision tree is visualized to provide insights into the decision-making process.\n",
    "\n",
    "-Clearer Output: Added print statements to make the output more readable.\n",
    "\n",
    "-Hyperparameter tuning: added a comment about hyperparameter tuning, which is a key part of model improvement.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
